Overview

Brought to you by YData

Dataset statistics

Number of variables	31
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	2.4 MiB
Average record size in memory	248.0 B

Variable types

Numeric	30
Categorical	1

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`Amount` is highly overall correlated with `V2`	High correlation
`Class` is highly overall correlated with `V10` and 9 other fields	High correlation
`V10` is highly overall correlated with `Class`	High correlation
`V11` is highly overall correlated with `Class`	High correlation
`V12` is highly overall correlated with `Class`	High correlation
`V14` is highly overall correlated with `Class`	High correlation
`V16` is highly overall correlated with `Class`	High correlation
`V17` is highly overall correlated with `Class`	High correlation
`V18` is highly overall correlated with `Class`	High correlation
`V2` is highly overall correlated with `Amount`	High correlation
`V21` is highly overall correlated with `V22`	High correlation
`V22` is highly overall correlated with `V21`	High correlation
`V3` is highly overall correlated with `Class`	High correlation
`V7` is highly overall correlated with `Class`	High correlation
`V9` is highly overall correlated with `Class`	High correlation
`Class` is highly imbalanced (98.2%)	Imbalance

Reproduction

Analysis started	2025-08-08 07:57:22.865969
Analysis finished	2025-08-08 08:02:18.160564
Duration	4 minutes and 55.29 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Time
Real number (ℝ)

Distinct	9675
Distinct (%)	96.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	95170.467

Minimum	0
Maximum	172768
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	26456.8
Q1	54717
median	85354
Q3	139297
95-th percentile	164134.5
Maximum	172768
Range	172768
Interquartile range (IQR)	84580

Descriptive statistics

Standard deviation	47378.291
Coefficient of variation (CV)	0.49782556
Kurtosis	-1.2999952
Mean	95170.467
Median Absolute Deviation (MAD)	42713
Skewness	-0.038132407
Sum	9.5170468 × 10⁸
Variance	2.2447025 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48601	4	< 0.1%
50878	3	< 0.1%
121814	3	< 0.1%
54186	3	< 0.1%
154595	3	< 0.1%
161624	3	< 0.1%
65290	3	< 0.1%
54626	3	< 0.1%
100838	3	< 0.1%
122270	3	< 0.1%
Other values (9665)	9969	99.7%

Value	Count	Frequency (%)
0	1	< 0.1%
12	1	< 0.1%
22	1	< 0.1%
23	1	< 0.1%
32	1	< 0.1%
56	1	< 0.1%
73	1	< 0.1%
76	1	< 0.1%
118	1	< 0.1%
158	1	< 0.1%

Value	Count	Frequency (%)
172768	1	< 0.1%
172703	2	< 0.1%
172642	1	< 0.1%
172619	1	< 0.1%
172595	1	< 0.1%
172540	1	< 0.1%
172526	1	< 0.1%
172518	1	< 0.1%
172405	1	< 0.1%
172281	1	< 0.1%

V1
Real number (ℝ)

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.016312257

Minimum	-30.515455
Maximum	2.3981194
Zeros	0
Zeros (%)	0.0%
Negative	4953
Negative (%)	49.5%
Memory size	78.3 KiB

Quantile statistics

Minimum	-30.515455
5-th percentile	-2.926074
Q1	-0.92336237
median	0.024726996
Q3	1.3092421
95-th percentile	2.0757117
Maximum	2.3981194
Range	32.913575
Interquartile range (IQR)	2.2326044

Descriptive statistics

Standard deviation	2.0027556
Coefficient of variation (CV)	-122.77611
Kurtosis	30.719755
Mean	-0.016312257
Median Absolute Deviation (MAD)	1.1895217
Skewness	-3.3887384
Sum	-163.12257
Variance	4.0110299
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.055797006	5	0.1%
2.085174876	3	< 0.1%
2.060326604	2	< 0.1%
2.086160612	2	< 0.1%
1.012594684	2	< 0.1%
1.886717052	2	< 0.1%
1.237943612	2	< 0.1%
2.061842463	2	< 0.1%
2.018370631	2	< 0.1%
2.108108353	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-30.51545511	1	< 0.1%
-29.87636551	1	< 0.1%
-29.20032859	1	< 0.1%
-26.38902991	1	< 0.1%
-24.59024477	1	< 0.1%
-22.85909871	1	< 0.1%
-21.41261471	1	< 0.1%
-20.35184471	1	< 0.1%
-20.33671276	1	< 0.1%
-19.85632233	1	< 0.1%

Value	Count	Frequency (%)
2.398119421	1	< 0.1%
2.37000697	1	< 0.1%
2.364312702	1	< 0.1%
2.363476582	1	< 0.1%
2.36158304	1	< 0.1%
2.356491634	1	< 0.1%
2.355033104	1	< 0.1%
2.351890828	1	< 0.1%
2.347779871	1	< 0.1%
2.343816683	1	< 0.1%

V2
Real number (ℝ)

High correlation

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0087303026

Minimum	-32.494845
Maximum	16.434525
Zeros	0
Zeros (%)	0.0%
Negative	4687
Negative (%)	46.9%
Memory size	78.3 KiB

Quantile statistics

Minimum	-32.494845
5-th percentile	-1.981499
Q1	-0.60572182
median	0.068133313
Q3	0.81245238
95-th percentile	1.8384081
Maximum	16.434525
Range	48.929369
Interquartile range (IQR)	1.4181742

Descriptive statistics

Standard deviation	1.6431771
Coefficient of variation (CV)	188.21537
Kurtosis	46.698287
Mean	0.0087303026
Median Absolute Deviation (MAD)	0.70798388
Skewness	-2.8521266
Sum	87.303026
Variance	2.7000309
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3266677731	5	0.1%
0.3930505777	3	< 0.1%
-0.04001924094	2	< 0.1%
0.06461738408	2	< 0.1%
0.1854111028	2	< 0.1%
-0.5173050361	2	< 0.1%
0.2301181654	2	< 0.1%
-0.3079762329	2	< 0.1%
0.06385016461	2	< 0.1%
-0.2077395545	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-32.49484494	1	< 0.1%
-29.33600679	1	< 0.1%
-20.18812265	1	< 0.1%
-19.73031141	1	< 0.1%
-19.52689241	1	< 0.1%
-18.62102277	1	< 0.1%
-17.75568724	1	< 0.1%
-17.09833892	1	< 0.1%
-14.50564763	1	< 0.1%
-13.88607379	1	< 0.1%

Value	Count	Frequency (%)
16.43452455	1	< 0.1%
16.15570143	1	< 0.1%
14.04456678	1	< 0.1%
12.09589323	1	< 0.1%
10.55860019	1	< 0.1%
9.984107193	1	< 0.1%
9.441250362	1	< 0.1%
8.955700604	1	< 0.1%
8.879635757	1	< 0.1%
8.847834935	1	< 0.1%

V3
Real number (ℝ)

High correlation

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.029984262

Minimum	-30.558697
Maximum	3.7702362
Zeros	0
Zeros (%)	0.0%
Negative	4547
Negative (%)	45.5%
Memory size	78.3 KiB

Quantile statistics

Minimum	-30.558697
5-th percentile	-2.4713269
Q1	-0.93617878
median	0.16476946
Q3	1.0105901
95-th percentile	2.0486254
Maximum	3.7702362
Range	34.328933
Interquartile range (IQR)	1.9467689

Descriptive statistics

Standard deviation	1.580032
Coefficient of variation (CV)	-52.695379
Kurtosis	46.754113
Mean	-0.029984262
Median Absolute Deviation (MAD)	0.94530443
Skewness	-3.3260057
Sum	-299.84262
Variance	2.4965012
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-2.752040956	5	0.1%
-4.508200532	3	< 0.1%
-1.089594827	2	< 0.1%
-1.351961921	2	< 0.1%
1.857002444	2	< 0.1%
-1.351316713	2	< 0.1%
0.168590718	2	< 0.1%
-2.786547701	2	< 0.1%
-1.617805993	2	< 0.1%
-3.386067132	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-30.55869682	1	< 0.1%
-30.01371249	1	< 0.1%
-26.27870059	1	< 0.1%
-24.66774125	1	< 0.1%
-22.46408275	1	< 0.1%
-16.35636736	1	< 0.1%
-10.29453723	1	< 0.1%
-10.2787663	1	< 0.1%
-10.21820576	1	< 0.1%
-9.780794375	1	< 0.1%

Value	Count	Frequency (%)
3.770236236	1	< 0.1%
3.676451163	1	< 0.1%
3.665349019	1	< 0.1%
3.56581885	1	< 0.1%
3.511280243	1	< 0.1%
3.510842453	1	< 0.1%
3.506319668	1	< 0.1%
3.446020627	1	< 0.1%
3.370422125	1	< 0.1%
3.363496974	1	< 0.1%

V4
Real number (ℝ)

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0006022204

Minimum	-4.7902238
Maximum	11.78618
Zeros	0
Zeros (%)	0.0%
Negative	5080
Negative (%)	50.8%
Memory size	78.3 KiB

Quantile statistics

Minimum	-4.7902238
5-th percentile	-2.2271738
Q1	-0.84449204
median	-0.026637454
Q3	0.75637495
95-th percentile	2.5577328
Maximum	11.78618
Range	16.576404
Interquartile range (IQR)	1.600867

Descriptive statistics

Standard deviation	1.4237619
Coefficient of variation (CV)	-2364.1874
Kurtosis	2.4876638
Mean	-0.0006022204
Median Absolute Deviation (MAD)	0.80299861
Skewness	0.68148039
Sum	-6.022204
Variance	2.027098
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.8423160333	5	0.1%
-0.3117706833	3	< 0.1%
0.3892849463	2	< 0.1%
0.3249737079	2	< 0.1%
2.625675359	2	< 0.1%
-0.1411123124	2	< 0.1%
0.5074137356	2	< 0.1%
-0.7774381715	2	< 0.1%
0.3522427682	2	< 0.1%
-0.7207602231	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-4.790223849	1	< 0.1%
-4.729481883	1	< 0.1%
-4.52351145	1	< 0.1%
-4.519508745	1	< 0.1%
-4.476659357	1	< 0.1%
-4.443978844	1	< 0.1%
-4.403328915	1	< 0.1%
-4.380112985	1	< 0.1%
-4.345720357	1	< 0.1%
-4.163147792	1	< 0.1%

Value	Count	Frequency (%)
11.78618036	1	< 0.1%
10.4130105	1	< 0.1%
9.194934914	1	< 0.1%
8.739905827	1	< 0.1%
8.168774202	1	< 0.1%
7.963928087	1	< 0.1%
7.1788086	1	< 0.1%
6.580721159	1	< 0.1%
6.505861787	1	< 0.1%
6.488702583	1	< 0.1%

V5
Real number (ℝ)

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.016498443

Minimum	-21.665654
Maximum	28.516513
Zeros	0
Zeros (%)	0.0%
Negative	5158
Negative (%)	51.6%
Memory size	78.3 KiB

Quantile statistics

Minimum	-21.665654
5-th percentile	-1.6995513
Q1	-0.66749802
median	-0.037548156
Q3	0.64169377
95-th percentile	2.0760063
Maximum	28.516513
Range	50.182167
Interquartile range (IQR)	1.3091918

Descriptive statistics

Standard deviation	1.3993419
Coefficient of variation (CV)	84.816602
Kurtosis	46.332421
Mean	0.016498443
Median Absolute Deviation (MAD)	0.65645358
Skewness	-0.22020258
Sum	164.98443
Variance	1.9581576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.46307226	5	0.1%
3.510116942	3	< 0.1%
-0.05497619008	2	< 0.1%
0.1139361518	2	< 0.1%
-0.8136860245	2	< 0.1%
0.5869671188	2	< 0.1%
-0.2334174352	2	< 0.1%
2.49992453	2	< 0.1%
0.3217953659	2	< 0.1%
2.905339114	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-21.6656543	1	< 0.1%
-21.22580965	1	< 0.1%
-18.97978513	1	< 0.1%
-18.22451267	1	< 0.1%
-15.14802152	1	< 0.1%
-13.46616329	1	< 0.1%
-11.87982612	1	< 0.1%
-11.1831233	1	< 0.1%
-10.72916172	1	< 0.1%
-10.70967569	1	< 0.1%

Value	Count	Frequency (%)
28.51651308	1	< 0.1%
18.62168597	1	< 0.1%
12.75196644	1	< 0.1%
10.36843719	1	< 0.1%
10.14523159	1	< 0.1%
9.995226616	1	< 0.1%
9.649433773	1	< 0.1%
9.421801322	1	< 0.1%
9.168453101	1	< 0.1%
8.268610326	1	< 0.1%

V6
Real number (ℝ)

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0055916852

Minimum	-17.28214
Maximum	15.323769
Zeros	0
Zeros (%)	0.0%
Negative	6225
Negative (%)	62.3%
Memory size	78.3 KiB

Quantile statistics

Minimum	-17.28214
5-th percentile	-1.4370013
Q1	-0.77944793
median	-0.27363271
Q3	0.39963293
95-th percentile	3.1699277
Maximum	15.323769
Range	32.605909
Interquartile range (IQR)	1.1790809

Descriptive statistics

Standard deviation	1.3415394
Coefficient of variation (CV)	-239.91683
Kurtosis	8.8638264
Mean	-0.0055916852
Median Absolute Deviation (MAD)	0.5700532
Skewness	1.0749334
Sum	-55.916852
Variance	1.7997279
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.173856423	5	0.1%
2.45329922	3	< 0.1%
-1.08316698	2	< 0.1%
-1.264828887	2	< 0.1%
0.7411976888	2	< 0.1%
1.052636164	2	< 0.1%
-0.5798150794	2	< 0.1%
3.163436505	2	< 0.1%
-0.6796309843	2	< 0.1%
2.932171176	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-17.28213951	1	< 0.1%
-13.45077283	1	< 0.1%
-7.494735993	1	< 0.1%
-7.361385392	1	< 0.1%
-6.862670484	1	< 0.1%
-6.808191323	1	< 0.1%
-6.014526003	1	< 0.1%
-5.953980786	1	< 0.1%
-5.735077713	1	< 0.1%
-5.662920482	1	< 0.1%

Value	Count	Frequency (%)
15.32376925	1	< 0.1%
10.15374064	1	< 0.1%
8.755151977	1	< 0.1%
7.804425494	1	< 0.1%
6.49514211	1	< 0.1%
6.410587289	1	< 0.1%
6.346991562	1	< 0.1%
6.329392229	1	< 0.1%
6.279210572	1	< 0.1%
6.24911775	1	< 0.1%

V7
Real number (ℝ)

High correlation

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0071300133

Minimum	-21.116854
Maximum	15.915767
Zeros	0
Zeros (%)	0.0%
Negative	4751
Negative (%)	47.5%
Memory size	78.3 KiB

Quantile statistics

Minimum	-21.116854
5-th percentile	-1.4820047
Q1	-0.5557645
median	0.046362091
Q3	0.58901863
95-th percentile	1.4191971
Maximum	15.915767
Range	37.03262
Interquartile range (IQR)	1.1447831

Descriptive statistics

Standard deviation	1.2194689
Coefficient of variation (CV)	-171.03319
Kurtosis	54.302027
Mean	-0.0071300133
Median Absolute Deviation (MAD)	0.56994287
Skewness	-2.5446617
Sum	-71.300133
Variance	1.4871044
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.432125924	5	0.1%
0.220468581	3	< 0.1%
0.1842882264	2	< 0.1%
0.3152053159	2	< 0.1%
-1.050509509	2	< 0.1%
-0.3307429597	2	< 0.1%
-0.08781787314	2	< 0.1%
-0.4002659315	2	< 0.1%
0.04087328922	2	< 0.1%
0.05479561099	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-21.11685352	1	< 0.1%
-20.08139107	1	< 0.1%
-19.79124841	1	< 0.1%
-18.02346767	1	< 0.1%
-17.68100337	1	< 0.1%
-16.16553862	1	< 0.1%
-15.64850747	1	< 0.1%
-14.06113451	1	< 0.1%
-12.81685901	1	< 0.1%
-12.71828637	1	< 0.1%

Value	Count	Frequency (%)
15.91576694	1	< 0.1%
12.96552119	1	< 0.1%
12.16406841	1	< 0.1%
11.99507859	1	< 0.1%
9.288493633	1	< 0.1%
9.026166995	1	< 0.1%
8.555104459	1	< 0.1%
8.487836211	1	< 0.1%
8.211268683	1	< 0.1%
7.705952961	1	< 0.1%

V8
Real number (ℝ)

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.016422355

Minimum	-27.596367
Maximum	19.587773
Zeros	0
Zeros (%)	0.0%
Negative	4769
Negative (%)	47.7%
Memory size	78.3 KiB

Quantile statistics

Minimum	-27.596367
5-th percentile	-0.78444909
Q1	-0.20891148
median	0.022423837
Q3	0.33159284
95-th percentile	1.0482156
Maximum	19.587773
Range	47.184139
Interquartile range (IQR)	0.54050432

Descriptive statistics

Standard deviation	1.1578838
Coefficient of variation (CV)	70.506562
Kurtosis	122.60596
Mean	0.016422355
Median Absolute Deviation (MAD)	0.25869378
Skewness	-4.9606649
Sum	164.22355
Variance	1.3406949
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7277062007	5	0.1%
0.5433768006	3	< 0.1%
-0.3185436681	2	< 0.1%
-0.447846781	2	< 0.1%
0.4114487108	2	< 0.1%
0.3531814349	2	< 0.1%
0.01789372068	2	< 0.1%
0.7159204551	2	< 0.1%
-0.0631503669	2	< 0.1%
0.5621290396	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-27.59636662	1	< 0.1%
-26.46457968	1	< 0.1%
-16.48168596	1	< 0.1%
-16.44676754	1	< 0.1%
-15.12160404	1	< 0.1%
-14.27290876	1	< 0.1%
-14.27097221	1	< 0.1%
-14.05711277	1	< 0.1%
-13.39693839	1	< 0.1%
-13.39052102	1	< 0.1%

Value	Count	Frequency (%)
19.58777262	1	< 0.1%
19.16832739	1	< 0.1%
16.21362675	1	< 0.1%
13.27680481	1	< 0.1%
10.07525395	1	< 0.1%
7.867396144	1	< 0.1%
6.452975067	1	< 0.1%
6.40252037	1	< 0.1%
6.078994818	1	< 0.1%
5.526339778	1	< 0.1%

V9
Real number (ℝ)

High correlation

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.010768952

Minimum	-7.9018211
Maximum	7.9290509
Zeros	0
Zeros (%)	0.0%
Negative	5203
Negative (%)	52.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	-7.9018211
5-th percentile	-1.7931828
Q1	-0.63913491
median	-0.041710337
Q3	0.60689342
95-th percentile	1.8444313
Maximum	7.9290509
Range	15.830872
Interquartile range (IQR)	1.2460283

Descriptive statistics

Standard deviation	1.1162067
Coefficient of variation (CV)	103.65044
Kurtosis	3.0113622
Mean	0.010768952
Median Absolute Deviation (MAD)	0.62215186
Skewness	0.51602644
Sum	107.68952
Variance	1.2459173
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6086058703	5	0.1%
-0.1004339049	3	< 0.1%
0.5072631511	2	< 0.1%
0.4719124209	2	< 0.1%
1.07822938	2	< 0.1%
0.9360015681	2	< 0.1%
-0.06294313028	2	< 0.1%
0.4484570691	2	< 0.1%
0.323614656	2	< 0.1%
0.01765421736	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-7.901821126	1	< 0.1%
-6.912076009	1	< 0.1%
-6.219463628	1	< 0.1%
-4.684951751	1	< 0.1%
-4.622730336	1	< 0.1%
-4.441941615	1	< 0.1%
-3.97416162	1	< 0.1%
-3.794093469	1	< 0.1%
-3.672922838	1	< 0.1%
-3.656835764	1	< 0.1%

Value	Count	Frequency (%)
7.929050859	1	< 0.1%
6.949611251	1	< 0.1%
6.826191284	1	< 0.1%
6.786401671	1	< 0.1%
6.474148401	1	< 0.1%
6.129131587	1	< 0.1%
6.050836227	1	< 0.1%
5.766597864	1	< 0.1%
5.762418795	1	< 0.1%
5.754431756	1	< 0.1%

V10
Real number (ℝ)

High correlation

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.002011701

Minimum	-13.009403
Maximum	11.768124
Zeros	0
Zeros (%)	0.0%
Negative	5617
Negative (%)	56.2%
Memory size	78.3 KiB

Quantile statistics

Minimum	-13.009403
5-th percentile	-1.3508447
Q1	-0.53984106
median	-0.090701512
Q3	0.45693798
95-th percentile	1.551289
Maximum	11.768124
Range	24.777526
Interquartile range (IQR)	0.99677904

Descriptive statistics

Standard deviation	1.1052593
Coefficient of variation (CV)	549.41532
Kurtosis	22.639422
Mean	0.002011701
Median Absolute Deviation (MAD)	0.48639948
Skewness	1.517721
Sum	20.11701
Variance	1.2215982
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.07518616994	5	0.1%
-1.0186222	3	< 0.1%
0.05802371672	2	< 0.1%
-0.01029769741	2	< 0.1%
0.4107441876	2	< 0.1%
-0.1658636818	2	< 0.1%
-0.085502879	2	< 0.1%
0.03322890616	2	< 0.1%
-0.1897839466	2	< 0.1%
0.1905068763	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-13.00940281	1	< 0.1%
-12.74476079	1	< 0.1%
-11.58974831	1	< 0.1%
-8.859194059	1	< 0.1%
-8.537757687	1	< 0.1%
-8.409664876	1	< 0.1%
-8.37275316	1	< 0.1%
-7.870121943	1	< 0.1%
-7.800598208	1	< 0.1%
-6.64615383	1	< 0.1%

Value	Count	Frequency (%)
11.76812362	1	< 0.1%
11.49866531	1	< 0.1%
11.27947174	1	< 0.1%
11.165708	1	< 0.1%
10.01378396	1	< 0.1%
9.868136491	1	< 0.1%
9.707862001	1	< 0.1%
9.541767301	1	< 0.1%
9.386944701	1	< 0.1%
9.266109386	1	< 0.1%

V11
Real number (ℝ)

High correlation

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0047049404

Minimum	-3.423222
Maximum	9.3181377
Zeros	0
Zeros (%)	0.0%
Negative	5070
Negative (%)	50.7%
Memory size	78.3 KiB

Quantile statistics

Minimum	-3.423222
5-th percentile	-1.5464546
Q1	-0.76259459
median	-0.019158461
Q3	0.73344395
95-th percentile	1.6057355
Maximum	9.3181377
Range	12.74136
Interquartile range (IQR)	1.4960385

Descriptive statistics

Standard deviation	1.0179708
Coefficient of variation (CV)	216.3621
Kurtosis	1.172142
Mean	0.0047049404
Median Absolute Deviation (MAD)	0.74731606
Skewness	0.34281569
Sum	47.049404
Variance	1.0362645
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0635044576	5	0.1%
0.8070381067	3	< 0.1%
-0.7112451567	2	< 0.1%
-0.6746819367	2	< 0.1%
2.237912364	2	< 0.1%
0.7390232665	2	< 0.1%
1.17482888	2	< 0.1%
0.06209423391	2	< 0.1%
1.183361473	2	< 0.1%
-0.0790885091	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-3.423221982	1	< 0.1%
-3.366898871	1	< 0.1%
-3.354536142	1	< 0.1%
-3.318559214	1	< 0.1%
-3.165712164	1	< 0.1%
-3.100023144	1	< 0.1%
-2.765283486	1	< 0.1%
-2.699865098	1	< 0.1%
-2.685622227	1	< 0.1%
-2.684540801	1	< 0.1%

Value	Count	Frequency (%)
9.318137685	1	< 0.1%
6.645200726	1	< 0.1%
6.348979303	1	< 0.1%
6.309044006	1	< 0.1%
5.730815537	1	< 0.1%
5.588723915	1	< 0.1%
5.275505851	1	< 0.1%
4.961835266	1	< 0.1%
4.901682655	1	< 0.1%
4.87197986	1	< 0.1%

V12
Real number (ℝ)

High correlation

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0097712828

Minimum	-13.542096
Maximum	3.9608557
Zeros	0
Zeros (%)	0.0%
Negative	4228
Negative (%)	42.3%
Memory size	78.3 KiB

Quantile statistics

Minimum	-13.542096
5-th percentile	-1.9163649
Q1	-0.40883734
median	0.15242817
Q3	0.62721994
95-th percentile	1.2579997
Maximum	3.9608557
Range	17.502951
Interquartile range (IQR)	1.0360573

Descriptive statistics

Standard deviation	0.99443372
Coefficient of variation (CV)	101.77105
Kurtosis	13.704168
Mean	0.0097712828
Median Absolute Deviation (MAD)	0.51283451
Skewness	-1.9934581
Sum	97.712828
Variance	0.98889842
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3505635733	5	0.1%
-0.3305476278	3	< 0.1%
0.56761548	2	< 0.1%
0.7234477041	2	< 0.1%
-2.310505578	2	< 0.1%
1.066570608	2	< 0.1%
0.3172380804	2	< 0.1%
0.2849443158	2	< 0.1%
0.5383249129	2	< 0.1%
0.2326135282	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-13.5420956	1	< 0.1%
-13.37785743	1	< 0.1%
-11.34902855	1	< 0.1%
-11.05840142	1	< 0.1%
-8.681608932	1	< 0.1%
-8.576761433	1	< 0.1%
-8.088033512	1	< 0.1%
-7.168569511	1	< 0.1%
-7.148242636	1	< 0.1%
-6.872838664	1	< 0.1%

Value	Count	Frequency (%)
3.960855696	1	< 0.1%
3.72880802	1	< 0.1%
3.692101355	1	< 0.1%
3.161669933	1	< 0.1%
2.885264932	1	< 0.1%
2.872215049	1	< 0.1%
2.807584956	1	< 0.1%
2.799960415	1	< 0.1%
2.739203377	1	< 0.1%
2.737853149	1	< 0.1%

V13
Real number (ℝ)

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0026602189

Minimum	-3.6424463
Maximum	3.5303434
Zeros	0
Zeros (%)	0.0%
Negative	5045
Negative (%)	50.4%
Memory size	78.3 KiB

Quantile statistics

Minimum	-3.6424463
5-th percentile	-1.5980987
Q1	-0.63695573
median	-0.012869079
Q3	0.64548407
95-th percentile	1.6077006
Maximum	3.5303434
Range	7.1727897
Interquartile range (IQR)	1.2824398

Descriptive statistics

Standard deviation	0.98588512
Coefficient of variation (CV)	370.60301
Kurtosis	0.22783549
Mean	0.0026602189
Median Absolute Deviation (MAD)	0.64223238
Skewness	0.11865331
Sum	26.602189
Variance	0.97196946
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1412383222	5	0.1%
-0.5314186517	3	< 0.1%
0.3211013492	2	< 0.1%
0.9832058167	2	< 0.1%
0.7711515061	2	< 0.1%
-0.5735937173	2	< 0.1%
-0.733384208	2	< 0.1%
-0.144093726	2	< 0.1%
-0.7277626756	2	< 0.1%
-0.3664298059	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-3.642446285	1	< 0.1%
-3.584150642	1	< 0.1%
-3.449341473	1	< 0.1%
-3.303923036	1	< 0.1%
-3.155313281	1	< 0.1%
-3.13808108	1	< 0.1%
-3.10312258	1	< 0.1%
-3.081209761	1	< 0.1%
-3.077308355	1	< 0.1%
-3.038057248	1	< 0.1%

Value	Count	Frequency (%)
3.530343387	1	< 0.1%
3.522978817	1	< 0.1%
3.491114133	1	< 0.1%
3.47533018	1	< 0.1%
3.407507792	1	< 0.1%
3.378279334	1	< 0.1%
3.350199801	1	< 0.1%
3.349415052	1	< 0.1%
3.332901438	1	< 0.1%
3.311255729	1	< 0.1%

V14
Real number (ℝ)

High correlation

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.01034131

Minimum	-12.784346
Maximum	5.389864
Zeros	0
Zeros (%)	0.0%
Negative	4664
Negative (%)	46.6%
Memory size	78.3 KiB

Quantile statistics

Minimum	-12.784346
5-th percentile	-1.5345925
Q1	-0.42652662
median	0.05314875
Q3	0.49879145
95-th percentile	1.4007502
Maximum	5.389864
Range	18.17421
Interquartile range (IQR)	0.92531807

Descriptive statistics

Standard deviation	0.97864411
Coefficient of variation (CV)	-94.634447
Kurtosis	18.198793
Mean	-0.01034131
Median Absolute Deviation (MAD)	0.46281849
Skewness	-1.9161017
Sum	-103.4131
Variance	0.95774428
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6909716184	5	0.1%
-2.181448825	3	< 0.1%
0.2271417498	2	< 0.1%
0.3012017663	2	< 0.1%
1.647487648	2	< 0.1%
0.4314639997	2	< 0.1%
0.07452097044	2	< 0.1%
0.6945708068	2	< 0.1%
-0.5023189073	2	< 0.1%
0.7970403226	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-12.78434589	1	< 0.1%
-12.62331605	1	< 0.1%
-12.45670595	1	< 0.1%
-11.60800226	1	< 0.1%
-11.53404602	1	< 0.1%
-8.592047402	1	< 0.1%
-8.578973273	1	< 0.1%
-8.516165969	1	< 0.1%
-8.138694884	1	< 0.1%
-7.737548009	1	< 0.1%

Value	Count	Frequency (%)
5.389864026	1	< 0.1%
5.209827313	1	< 0.1%
5.209235748	1	< 0.1%
4.873405	1	< 0.1%
4.688853312	1	< 0.1%
4.488885964	1	< 0.1%
4.261900098	1	< 0.1%
4.04730072	1	< 0.1%
4.010070331	1	< 0.1%
3.864248004	1	< 0.1%

V15
Real number (ℝ)

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0091600885

Minimum	-3.9360081
Maximum	3.8813953
Zeros	0
Zeros (%)	0.0%
Negative	4852
Negative (%)	48.5%
Memory size	78.3 KiB

Quantile statistics

Minimum	-3.9360081
5-th percentile	-1.6215986
Q1	-0.60551827
median	0.035041831
Q3	0.64895609
95-th percentile	1.3978586
Maximum	3.8813953
Range	7.8174034
Interquartile range (IQR)	1.2544744

Descriptive statistics

Standard deviation	0.92539503
Coefficient of variation (CV)	-101.02468
Kurtosis	0.18245927
Mean	-0.0091600885
Median Absolute Deviation (MAD)	0.6237436
Skewness	-0.30462978
Sum	-91.600885
Variance	0.85635597
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.275257039	5	0.1%
0.3887240831	3	< 0.1%
0.06513152591	2	< 0.1%
0.6533613816	2	< 0.1%
0.005918309288	2	< 0.1%
-0.1233802546	2	< 0.1%
0.5201527234	2	< 0.1%
1.165830985	2	< 0.1%
-0.4349205526	2	< 0.1%
0.08596036846	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-3.936008084	1	< 0.1%
-3.743365177	1	< 0.1%
-3.700478472	1	< 0.1%
-3.576159451	1	< 0.1%
-3.501143171	1	< 0.1%
-3.490033405	1	< 0.1%
-3.426386413	1	< 0.1%
-3.310530563	1	< 0.1%
-3.271427736	1	< 0.1%
-3.252626384	1	< 0.1%

Value	Count	Frequency (%)
3.881395267	1	< 0.1%
3.414504602	1	< 0.1%
3.016428017	1	< 0.1%
2.985226222	1	< 0.1%
2.926802708	1	< 0.1%
2.734417177	1	< 0.1%
2.642606615	1	< 0.1%
2.615884901	1	< 0.1%
2.583400488	1	< 0.1%
2.553860724	1	< 0.1%

V16
Real number (ℝ)

High correlation

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.01321466

Minimum	-12.432279
Maximum	3.8018511
Zeros	0
Zeros (%)	0.0%
Negative	4767
Negative (%)	47.7%
Memory size	78.3 KiB

Quantile statistics

Minimum	-12.432279
5-th percentile	-1.5060399
Q1	-0.48206115
median	0.047669199
Q3	0.51736437
95-th percentile	1.2974538
Maximum	3.8018511
Range	16.23413
Interquartile range (IQR)	0.99942552

Descriptive statistics

Standard deviation	0.86970623
Coefficient of variation (CV)	-65.813742
Kurtosis	8.8852296
Mean	-0.01321466
Median Absolute Deviation (MAD)	0.49570209
Skewness	-1.0904632
Sum	-132.1466
Variance	0.75638892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.371962125	5	0.1%
0.2320713777	3	< 0.1%
-0.1550271113	2	< 0.1%
-0.2155621053	2	< 0.1%
1.168256269	2	< 0.1%
-0.9819773811	2	< 0.1%
0.8159617141	2	< 0.1%
-0.2861622345	2	< 0.1%
0.4898496595	2	< 0.1%
-0.7218472216	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-12.43227914	1	< 0.1%
-10.6157453	1	< 0.1%
-7.551364931	1	< 0.1%
-6.947746067	1	< 0.1%
-6.653594347	1	< 0.1%
-6.084952665	1	< 0.1%
-5.452494658	1	< 0.1%
-5.363566433	1	< 0.1%
-5.24447152	1	< 0.1%
-5.121162405	1	< 0.1%

Value	Count	Frequency (%)
3.801851052	1	< 0.1%
3.448417942	1	< 0.1%
3.367723481	1	< 0.1%
3.237454179	1	< 0.1%
3.152721403	1	< 0.1%
3.149464128	1	< 0.1%
3.14083102	1	< 0.1%
2.820666035	1	< 0.1%
2.605930733	1	< 0.1%
2.55798054	1	< 0.1%

V17
Real number (ℝ)

High correlation

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.010736742

Minimum	-23.241597
Maximum	8.5381951
Zeros	0
Zeros (%)	0.0%
Negative	5324
Negative (%)	53.2%
Memory size	78.3 KiB

Quantile statistics

Minimum	-23.241597
5-th percentile	-0.98603988
Q1	-0.48120312
median	-0.055593031
Q3	0.41371063
95-th percentile	1.3029624
Maximum	8.5381951
Range	31.779792
Interquartile range (IQR)	0.89491375

Descriptive statistics

Standard deviation	0.87867963
Coefficient of variation (CV)	81.838572
Kurtosis	110.05714
Mean	0.010736742
Median Absolute Deviation (MAD)	0.44583926
Skewness	-4.5096441
Sum	107.36742
Variance	0.77207789
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.6019568028	5	0.1%
2.125021883	3	< 0.1%
-0.271546157	2	< 0.1%
-0.6075183363	2	< 0.1%
-0.04472191861	2	< 0.1%
0.2724836547	2	< 0.1%
-0.3241083573	2	< 0.1%
-0.5869065888	2	< 0.1%
0.329388713	2	< 0.1%
-0.169346325	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-23.24159715	1	< 0.1%
-21.01789834	1	< 0.1%
-13.47289701	1	< 0.1%
-12.37527053	1	< 0.1%
-11.93909151	1	< 0.1%
-11.88757002	1	< 0.1%
-11.32599687	1	< 0.1%
-11.27497259	1	< 0.1%
-11.11819045	1	< 0.1%
-10.24675541	1	< 0.1%

Value	Count	Frequency (%)
8.538195139	1	< 0.1%
5.647546885	1	< 0.1%
5.618105715	1	< 0.1%
5.36634337	1	< 0.1%
5.242102668	1	< 0.1%
4.474707926	1	< 0.1%
4.266401594	1	< 0.1%
3.99905091	1	< 0.1%
3.94410305	1	< 0.1%
3.89862877	1	< 0.1%

V18
Real number (ℝ)

High correlation

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0014651804

Minimum	-8.4952989
Maximum	4.2438412
Zeros	0
Zeros (%)	0.0%
Negative	4996
Negative (%)	50.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	-8.4952989
5-th percentile	-1.3556151
Q1	-0.50265629
median	0.00046189733
Q3	0.49909272
95-th percentile	1.410874
Maximum	4.2438412
Range	12.73914
Interquartile range (IQR)	1.001749

Descriptive statistics

Standard deviation	0.84799572
Coefficient of variation (CV)	578.76538
Kurtosis	3.1649369
Mean	0.0014651804
Median Absolute Deviation (MAD)	0.50050247
Skewness	-0.28630126
Sum	14.651804
Variance	0.71909675
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.05264014626	5	0.1%
0.4055486736	3	< 0.1%
-0.9662872746	2	< 0.1%
-0.1264392588	2	< 0.1%
0.8383888864	2	< 0.1%
-1.240350871	2	< 0.1%
0.4193921416	2	< 0.1%
-0.1800999631	2	< 0.1%
0.2093364193	2	< 0.1%
-0.8953926376	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-8.495298938	1	< 0.1%
-8.397393052	1	< 0.1%
-4.940210829	1	< 0.1%
-4.810344741	1	< 0.1%
-4.701252777	1	< 0.1%
-4.678436529	1	< 0.1%
-4.65995587	1	< 0.1%
-4.191066267	1	< 0.1%
-3.696549871	1	< 0.1%
-3.622994255	1	< 0.1%

Value	Count	Frequency (%)
4.243841213	1	< 0.1%
4.199591107	1	< 0.1%
3.388730448	1	< 0.1%
3.309600872	1	< 0.1%
3.093845155	1	< 0.1%
3.030438962	1	< 0.1%
2.997945573	1	< 0.1%
2.863245231	1	< 0.1%
2.828392848	1	< 0.1%
2.811129427	1	< 0.1%

V19
Real number (ℝ)

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.014619335

Minimum	-4.3667671
Maximum	4.3697123
Zeros	0
Zeros (%)	0.0%
Negative	4927
Negative (%)	49.3%
Memory size	78.3 KiB

Quantile statistics

Minimum	-4.3667671
5-th percentile	-1.3065052
Q1	-0.44662334
median	0.012456022
Q3	0.4747875
95-th percentile	1.3134458
Maximum	4.3697123
Range	8.7364794
Interquartile range (IQR)	0.92141084

Descriptive statistics

Standard deviation	0.8077732
Coefficient of variation (CV)	55.25376
Kurtosis	1.5534959
Mean	0.014619335
Median Absolute Deviation (MAD)	0.45954431
Skewness	0.11671032
Sum	146.19335
Variance	0.65249754
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.3305904484	5	0.1%
-0.4409295119	3	< 0.1%
0.09939748942	2	< 0.1%
-0.1819754669	2	< 0.1%
-1.76632442	2	< 0.1%
-0.1874808718	2	< 0.1%
0.2235347451	2	< 0.1%
-0.3555528827	2	< 0.1%
0.2763426281	2	< 0.1%
0.00212759717	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-4.366767069	1	< 0.1%
-3.48577739	1	< 0.1%
-3.316260684	1	< 0.1%
-3.238261894	1	< 0.1%
-3.227079264	1	< 0.1%
-3.060303576	1	< 0.1%
-3.001743924	1	< 0.1%
-2.985020076	1	< 0.1%
-2.980473019	1	< 0.1%
-2.93709089	1	< 0.1%

Value	Count	Frequency (%)
4.369712349	1	< 0.1%
4.077587188	1	< 0.1%
3.760692858	1	< 0.1%
3.736423938	1	< 0.1%
3.453942555	1	< 0.1%
3.384386158	1	< 0.1%
3.383008945	1	< 0.1%
3.36191152	1	< 0.1%
3.272504102	1	< 0.1%
3.255932557	1	< 0.1%

V20
Real number (ℝ)

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0032219944

Minimum	-21.024817
Maximum	13.119819
Zeros	0
Zeros (%)	0.0%
Negative	5939
Negative (%)	59.4%
Memory size	78.3 KiB

Quantile statistics

Minimum	-21.024817
5-th percentile	-0.56960816
Q1	-0.21483001
median	-0.064140173
Q3	0.13453807
95-th percentile	0.86913679
Maximum	13.119819
Range	34.144636
Interquartile range (IQR)	0.34936808

Descriptive statistics

Standard deviation	0.73824165
Coefficient of variation (CV)	229.12568
Kurtosis	148.9914
Mean	0.0032219944
Median Absolute Deviation (MAD)	0.16970104
Skewness	-3.0896995
Sum	32.219944
Variance	0.54500074
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.1803701186	5	0.1%
-0.08698932974	3	< 0.1%
-0.2142992858	2	< 0.1%
-0.1850774896	2	< 0.1%
-0.2404692901	2	< 0.1%
-0.3053047445	2	< 0.1%
-0.1204548227	2	< 0.1%
-0.1714425191	2	< 0.1%
-0.1941131855	2	< 0.1%
-0.174293455	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-21.02481709	1	< 0.1%
-18.75706018	1	< 0.1%
-14.14189839	1	< 0.1%
-7.759591418	1	< 0.1%
-7.64280757	1	< 0.1%
-7.095635239	1	< 0.1%
-6.140624148	1	< 0.1%
-5.680478404	1	< 0.1%
-5.429899935	1	< 0.1%
-5.258322049	1	< 0.1%

Value	Count	Frequency (%)
13.11981852	1	< 0.1%
8.569559709	1	< 0.1%
8.104496759	1	< 0.1%
8.089698531	1	< 0.1%
7.185607974	1	< 0.1%
6.920501249	1	< 0.1%
5.985797986	1	< 0.1%
5.660880224	1	< 0.1%
5.446855904	1	< 0.1%
5.399684055	1	< 0.1%

V21
Real number (ℝ)

High correlation

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0020097504

Minimum	-14.045185
Maximum	16.859008
Zeros	0
Zeros (%)	0.0%
Negative	5384
Negative (%)	53.8%
Memory size	78.3 KiB

Quantile statistics

Minimum	-14.045185
5-th percentile	-0.51740689
Q1	-0.22508936
median	-0.028923312
Q3	0.18239615
95-th percentile	0.53423439
Maximum	16.859008
Range	30.904194
Interquartile range (IQR)	0.40748551

Descriptive statistics

Standard deviation	0.71455525
Coefficient of variation (CV)	-355.54428
Kurtosis	146.67194
Mean	-0.0020097504
Median Absolute Deviation (MAD)	0.20246438
Skewness	4.7443273
Sum	-20.097504
Variance	0.51058921
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2697649514	5	0.1%
-0.06721666134	3	< 0.1%
-0.2857052627	2	< 0.1%
0.2452834165	2	< 0.1%
0.167722	2	< 0.1%
-0.07111022148	2	< 0.1%
-0.269125894	2	< 0.1%
0.2419500601	2	< 0.1%
-0.3083452735	2	< 0.1%
0.09524831031	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-14.0451851	1	< 0.1%
-8.186365755	1	< 0.1%
-7.216838974	1	< 0.1%
-7.106321732	1	< 0.1%
-7.085077526	1	< 0.1%
-6.93843355	1	< 0.1%
-6.928954847	1	< 0.1%
-6.539728623	1	< 0.1%
-6.416259552	1	< 0.1%
-6.391580393	1	< 0.1%

Value	Count	Frequency (%)
16.85900849	1	< 0.1%
15.24876191	1	< 0.1%
13.97039087	1	< 0.1%
13.25023109	1	< 0.1%
13.11557863	1	< 0.1%
11.71491356	1	< 0.1%
11.6308016	1	< 0.1%
10.72440969	1	< 0.1%
8.827993017	1	< 0.1%
8.281176114	1	< 0.1%

V22
Real number (ℝ)

High correlation

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0010720227

Minimum	-5.435919
Maximum	3.7221398
Zeros	0
Zeros (%)	0.0%
Negative	4974
Negative (%)	49.7%
Memory size	78.3 KiB

Quantile statistics

Minimum	-5.435919
5-th percentile	-1.0946519
Q1	-0.54057549
median	0.0047986863
Q3	0.51981725
95-th percentile	1.1368019
Maximum	3.7221398
Range	9.1580588
Interquartile range (IQR)	1.0603927

Descriptive statistics

Standard deviation	0.71519434
Coefficient of variation (CV)	667.14478
Kurtosis	0.80041438
Mean	0.0010720227
Median Absolute Deviation (MAD)	0.53061269
Skewness	-0.12557858
Sum	10.720227
Variance	0.51150294
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.8446266468	5	0.1%
-0.07264159949	3	< 0.1%
-0.6675854054	2	< 0.1%
0.922041089	2	< 0.1%
0.665252616	2	< 0.1%
0.07476329604	2	< 0.1%
-0.8548702696	2	< 0.1%
0.7454529599	2	< 0.1%
-0.8529526109	2	< 0.1%
0.3675263574	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-5.435919002	1	< 0.1%
-4.896348631	1	< 0.1%
-4.328383342	1	< 0.1%
-3.772353341	1	< 0.1%
-3.769972293	1	< 0.1%
-3.678195844	1	< 0.1%
-3.359291402	1	< 0.1%
-3.357614489	1	< 0.1%
-3.234063613	1	< 0.1%
-2.990970759	1	< 0.1%

Value	Count	Frequency (%)
3.722139845	1	< 0.1%
3.668979015	1	< 0.1%
3.488779985	1	< 0.1%
2.888152761	1	< 0.1%
2.549273598	1	< 0.1%
2.422471914	1	< 0.1%
2.376938047	1	< 0.1%
2.366188648	1	< 0.1%
2.220175997	1	< 0.1%
2.181206919	1	< 0.1%

V23
Real number (ℝ)

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0044141487

Minimum	-10.35624
Maximum	15.626067
Zeros	0
Zeros (%)	0.0%
Negative	5212
Negative (%)	52.1%
Memory size	78.3 KiB

Quantile statistics

Minimum	-10.35624
5-th percentile	-0.4805385
Q1	-0.16278108
median	-0.010550512
Q3	0.15223821
95-th percentile	0.48571855
Maximum	15.626067
Range	25.982307
Interquartile range (IQR)	0.31501929

Descriptive statistics

Standard deviation	0.56972215
Coefficient of variation (CV)	129.06728
Kurtosis	160.85704
Mean	0.0044141487
Median Absolute Deviation (MAD)	0.15732078
Skewness	3.7614587
Sum	44.141487
Variance	0.32458333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02067466769	5	0.1%
-0.03658428268	3	< 0.1%
0.3360411709	2	< 0.1%
-0.02853763528	2	< 0.1%
0.03422690551	2	< 0.1%
0.2012284642	2	< 0.1%
0.08762576008	2	< 0.1%
0.0403287393	2	< 0.1%
0.3585940767	2	< 0.1%
0.01053519588	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-10.35623967	1	< 0.1%
-9.002473611	1	< 0.1%
-8.484366324	1	< 0.1%
-7.444511367	1	< 0.1%
-6.798137308	1	< 0.1%
-6.28582266	1	< 0.1%
-5.68623625	1	< 0.1%
-5.541591683	1	< 0.1%
-5.252250748	1	< 0.1%
-5.092572746	1	< 0.1%

Value	Count	Frequency (%)
15.62606698	1	< 0.1%
13.75013592	1	< 0.1%
11.31546259	1	< 0.1%
9.054000249	1	< 0.1%
8.073049261	1	< 0.1%
6.681143526	1	< 0.1%
6.008724173	1	< 0.1%
5.822900606	1	< 0.1%
5.551134523	1	< 0.1%
5.442811294	1	< 0.1%

V24
Real number (ℝ)

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0028259622

Minimum	-2.8366269
Maximum	4.0163418
Zeros	0
Zeros (%)	0.0%
Negative	4511
Negative (%)	45.1%
Memory size	78.3 KiB

Quantile statistics

Minimum	-2.8366269
5-th percentile	-1.1639086
Q1	-0.35436239
median	0.038010589
Q3	0.43597645
95-th percentile	0.87659389
Maximum	4.0163418
Range	6.8529687
Interquartile range (IQR)	0.79033884

Descriptive statistics

Standard deviation	0.61431285
Coefficient of variation (CV)	-217.38183
Kurtosis	0.95451429
Mean	-0.0028259622
Median Absolute Deviation (MAD)	0.39593004
Skewness	-0.48709359
Sum	-28.259622
Variance	0.37738027
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7262118838	5	0.1%
0.5296927676	3	< 0.1%
-0.07702035363	2	< 0.1%
-0.04862773609	2	< 0.1%
0.149376674	2	< 0.1%
-1.628443584	2	< 0.1%
-0.06807481795	2	< 0.1%
0.7373812387	2	< 0.1%
0.6513293511	2	< 0.1%
0.7841845007	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-2.836626919	1	< 0.1%
-2.513206268	1	< 0.1%
-2.511475227	1	< 0.1%
-2.365549928	1	< 0.1%
-2.358518987	1	< 0.1%
-2.277392943	1	< 0.1%
-2.226255324	1	< 0.1%
-2.181456263	1	< 0.1%
-2.178792976	1	< 0.1%
-2.158158437	1	< 0.1%

Value	Count	Frequency (%)
4.016341817	1	< 0.1%
3.951679291	1	< 0.1%
3.926603683	1	< 0.1%
3.664552186	1	< 0.1%
3.18118174	1	< 0.1%
2.971582455	1	< 0.1%
2.961838946	1	< 0.1%
1.471155769	1	< 0.1%
1.2646076	1	< 0.1%
1.241763327	1	< 0.1%

V25
Real number (ℝ)

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0069077049

Minimum	-3.7429616
Maximum	5.5415976
Zeros	0
Zeros (%)	0.0%
Negative	4908
Negative (%)	49.1%
Memory size	78.3 KiB

Quantile statistics

Minimum	-3.7429616
5-th percentile	-0.8572194
Q1	-0.32851573
median	0.01258806
Q3	0.34858117
95-th percentile	0.75599917
Maximum	5.5415976
Range	9.2845592
Interquartile range (IQR)	0.67709691

Descriptive statistics

Standard deviation	0.52516713
Coefficient of variation (CV)	-76.026283
Kurtosis	2.8424844
Mean	-0.0069077049
Median Absolute Deviation (MAD)	0.33779067
Skewness	-0.24003052
Sum	-69.077049
Variance	0.27580051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.366624307	5	0.1%
0.414685142	3	< 0.1%
-0.2952941039	2	< 0.1%
0.3183266764	2	< 0.1%
0.06145175576	2	< 0.1%
-0.2457101718	2	< 0.1%
0.199305484	2	< 0.1%
0.303976578	2	< 0.1%
-0.3360559674	2	< 0.1%
0.4129439438	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-3.742961645	1	< 0.1%
-2.789370741	1	< 0.1%
-2.682701572	1	< 0.1%
-2.604768521	1	< 0.1%
-2.565812462	1	< 0.1%
-2.561727718	1	< 0.1%
-2.518784045	1	< 0.1%
-2.505814545	1	< 0.1%
-2.485238977	1	< 0.1%
-2.458996209	1	< 0.1%

Value	Count	Frequency (%)
5.541597595	1	< 0.1%
2.78286046	1	< 0.1%
2.744577624	1	< 0.1%
2.330348531	1	< 0.1%
2.239119636	1	< 0.1%
2.228909999	1	< 0.1%
2.156041858	1	< 0.1%
2.103868072	1	< 0.1%
2.019701615	1	< 0.1%
1.957820881	1	< 0.1%

V26
Real number (ℝ)

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0010415975

Minimum	-1.5350918
Maximum	2.8591666
Zeros	0
Zeros (%)	0.0%
Negative	5294
Negative (%)	52.9%
Memory size	78.3 KiB

Quantile statistics

Minimum	-1.5350918
5-th percentile	-0.69569103
Q1	-0.33182399
median	-0.050123148
Q3	0.24816919
95-th percentile	0.92298436
Maximum	2.8591666
Range	4.3942584
Interquartile range (IQR)	0.57999318

Descriptive statistics

Standard deviation	0.48364854
Coefficient of variation (CV)	464.33342
Kurtosis	0.96643365
Mean	0.0010415975
Median Absolute Deviation (MAD)	0.28684051
Skewness	0.59363197
Sum	10.415975
Variance	0.23391591
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.398827515	5	0.1%
0.7358696518	3	< 0.1%
0.2046936814	2	< 0.1%
-0.1044188243	2	< 0.1%
0.07372517454	2	< 0.1%
0.02325315015	2	< 0.1%
0.1008788888	2	< 0.1%
-0.08755961524	2	< 0.1%
0.1448337171	2	< 0.1%
0.7344749363	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-1.535091786	1	< 0.1%
-1.366760929	1	< 0.1%
-1.333347674	1	< 0.1%
-1.325890271	1	< 0.1%
-1.322761363	1	< 0.1%
-1.282713503	1	< 0.1%
-1.267280439	1	< 0.1%
-1.266762684	1	< 0.1%
-1.259899776	1	< 0.1%
-1.251222323	1	< 0.1%

Value	Count	Frequency (%)
2.859166615	1	< 0.1%
2.84544254	1	< 0.1%
2.73418774	1	< 0.1%
2.726408581	1	< 0.1%
2.64526412	1	< 0.1%
2.471109826	1	< 0.1%
2.468951638	1	< 0.1%
2.420814439	1	< 0.1%
2.390779941	1	< 0.1%
2.3754664	1	< 0.1%

V27
Real number (ℝ)

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.0036500181

Minimum	-6.7658342
Maximum	9.879903
Zeros	0
Zeros (%)	0.0%
Negative	4966
Negative (%)	49.7%
Memory size	78.3 KiB

Quantile statistics

Minimum	-6.7658342
5-th percentile	-0.41138539
Q1	-0.069999938
median	0.0010179073
Q3	0.093704753
95-th percentile	0.39766012
Maximum	9.879903
Range	16.645737
Interquartile range (IQR)	0.16370469

Descriptive statistics

Standard deviation	0.39881413
Coefficient of variation (CV)	109.2636
Kurtosis	82.261989
Mean	0.0036500181
Median Absolute Deviation (MAD)	0.077510792
Skewness	-0.649499
Sum	36.500181
Variance	0.15905271
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.02773512151	5	0.1%
-0.05823276765	3	< 0.1%
-0.0658543907	2	< 0.1%
-0.0138454287	2	< 0.1%
0.02462278126	2	< 0.1%
0.01493689541	2	< 0.1%
-0.03325822937	2	< 0.1%
-0.0006145205229	2	< 0.1%
-0.07068491983	2	< 0.1%
-0.09399898361	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-6.765834163	1	< 0.1%
-6.592504368	1	< 0.1%
-5.803707982	1	< 0.1%
-4.748880948	1	< 0.1%
-4.640556062	1	< 0.1%
-3.999716138	1	< 0.1%
-3.878465335	1	< 0.1%
-3.833080958	1	< 0.1%
-3.736008155	1	< 0.1%
-3.534699615	1	< 0.1%

Value	Count	Frequency (%)
9.879903026	1	< 0.1%
4.610936441	1	< 0.1%
4.359143465	1	< 0.1%
3.99289839	1	< 0.1%
3.93680194	1	< 0.1%
3.740400705	1	< 0.1%
2.976144465	1	< 0.1%
2.869034533	1	< 0.1%
2.863752155	1	< 0.1%
2.517183986	1	< 0.1%

V28
Real number (ℝ)

Distinct	9974
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.00064976134

Minimum	-8.3079555
Maximum	15.37317
Zeros	0
Zeros (%)	0.0%
Negative	4390
Negative (%)	43.9%
Memory size	78.3 KiB

Quantile statistics

Minimum	-8.3079555
5-th percentile	-0.31317949
Q1	-0.052197755
median	0.01134739
Q3	0.079370436
95-th percentile	0.26371486
Maximum	15.37317
Range	23.681126
Interquartile range (IQR)	0.13156819

Descriptive statistics

Standard deviation	0.32333931
Coefficient of variation (CV)	497.6278
Kurtosis	603.09972
Mean	0.00064976134
Median Absolute Deviation (MAD)	0.065178954
Skewness	7.9491752
Sum	6.4976134
Variance	0.10454831
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.06028215108	5	0.1%
-0.02665761951	3	< 0.1%
-0.06083432199	2	< 0.1%
-0.05831988469	2	< 0.1%
0.0233645967	2	< 0.1%
-0.0814621935	2	< 0.1%
0.01509960565	2	< 0.1%
-0.06544115486	2	< 0.1%
-0.04017381917	2	< 0.1%
-0.09194537929	2	< 0.1%
Other values (9964)	9976	99.8%

Value	Count	Frequency (%)
-8.307955487	1	< 0.1%
-6.172258584	1	< 0.1%
-4.587719311	1	< 0.1%
-3.909846275	1	< 0.1%
-3.713107711	1	< 0.1%
-3.191252461	1	< 0.1%
-2.896212512	1	< 0.1%
-2.733542398	1	< 0.1%
-2.724149192	1	< 0.1%
-2.6759099	1	< 0.1%

Value	Count	Frequency (%)
15.37317013	1	< 0.1%
5.958154306	1	< 0.1%
4.957651345	1	< 0.1%
3.779596935	1	< 0.1%
2.757798914	1	< 0.1%
2.387954201	1	< 0.1%
2.284977449	1	< 0.1%
2.144211549	1	< 0.1%
2.09521832	1	< 0.1%
2.046195986	1	< 0.1%

Amount
Real number (ℝ)

High correlation

Distinct	4274
Distinct (%)	42.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	86.463172

Minimum	0
Maximum	5627.06
Zeros	71
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.89
Q1	5
median	21.8
Q3	76.06
95-th percentile	355.7715
Maximum	5627.06
Range	5627.06
Interquartile range (IQR)	71.06

Descriptive statistics

Standard deviation	221.22079
Coefficient of variation (CV)	2.5585551
Kurtosis	109.97169
Mean	86.463172
Median Absolute Deviation (MAD)	20.415
Skewness	8.2376834
Sum	864631.72
Variance	48938.638
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	508	5.1%
1.98	209	2.1%
0.89	188	1.9%
9.99	164	1.6%
0.76	103	1.0%
1.29	100	1.0%
10	99	1.0%
15	97	1.0%
1.79	80	0.8%
0.99	76	0.8%
Other values (4264)	8376	83.8%

Value	Count	Frequency (%)
0	71	0.7%
0.01	36	0.4%
0.02	6	0.1%
0.05	1	< 0.1%
0.07	2	< 0.1%
0.12	10	0.1%
0.15	1	< 0.1%
0.17	2	< 0.1%
0.18	1	< 0.1%
0.2	1	< 0.1%

Value	Count	Frequency (%)
5627.06	1	< 0.1%
4000	1	< 0.1%
3974.58	1	< 0.1%
3882.66	1	< 0.1%
3400	1	< 0.1%
3363.79	1	< 0.1%
2868.89	1	< 0.1%
2775.17	1	< 0.1%
2772.86	1	< 0.1%
2766.4	1	< 0.1%

Class
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

0	9983
1	17

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	9983	99.8%
1	17	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	9983	99.8%
1	17	0.2%

Most occurring characters

Value	Count	Frequency (%)
0	9983	99.8%
1	17	0.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	9983	99.8%
1	17	0.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	9983	99.8%
1	17	0.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	9983	99.8%
1	17	0.2%

Interactions

Correlations

	Amount	Class	Time	V1	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V2	V20	V21	V22	V23	V24	V25	V26	V27	V28	V3	V4	V5	V6	V7	V8	V9
Amount	1.000	0.000	-0.044	-0.079	0.047	-0.053	-0.041	0.004	-0.027	-0.070	-0.096	0.052	0.039	-0.006	-0.510	0.193	0.195	0.073	-0.056	-0.011	0.020	-0.071	-0.130	0.001	0.007	-0.027	-0.308	0.195	-0.031	0.011	-0.066
Class	0.000	1.000	0.043	0.433	0.771	0.721	0.882	0.027	0.649	0.009	0.736	0.822	0.713	0.074	0.499	0.059	0.152	0.098	0.000	0.000	0.152	0.000	0.149	0.014	0.635	0.464	0.475	0.185	0.540	0.495	0.617
Time	-0.044	0.043	1.000	0.174	0.013	-0.214	0.065	-0.053	-0.082	-0.205	0.003	-0.094	0.103	0.009	0.013	-0.122	0.095	0.129	0.157	-0.028	-0.280	-0.005	-0.011	-0.132	-0.465	-0.150	0.224	-0.121	0.128	-0.103	0.028
V1	-0.079	0.433	0.174	1.000	0.222	0.033	-0.015	0.023	-0.018	0.037	0.053	-0.059	-0.039	0.021	-0.384	-0.208	-0.065	-0.035	0.141	-0.008	0.052	0.013	-0.119	-0.220	-0.398	0.101	-0.115	-0.075	-0.223	-0.231	0.128
V10	0.047	0.771	0.013	0.222	1.000	0.039	-0.159	-0.019	0.012	-0.039	-0.071	-0.135	-0.062	0.035	-0.203	-0.084	-0.052	0.045	0.076	-0.001	-0.028	-0.031	-0.018	-0.118	-0.074	0.029	-0.144	0.065	-0.195	-0.123	-0.281
V11	-0.053	0.721	-0.214	0.033	0.039	1.000	0.203	-0.039	0.133	-0.031	0.091	0.072	0.074	0.002	-0.017	0.030	-0.010	0.003	0.028	-0.024	0.003	0.012	-0.041	-0.048	0.043	0.004	0.011	0.065	-0.009	0.057	-0.027
V12	-0.041	0.882	0.065	-0.015	-0.159	0.203	1.000	0.178	-0.043	-0.058	-0.116	-0.205	-0.073	0.018	0.052	0.016	0.033	-0.015	0.091	0.000	0.002	0.027	0.026	-0.009	-0.034	0.139	-0.068	0.048	-0.060	0.119	0.114
V13	0.004	0.027	-0.053	0.023	-0.019	-0.039	0.178	1.000	-0.091	0.024	0.010	-0.026	-0.007	-0.011	0.035	0.107	-0.056	-0.008	0.005	0.013	-0.005	0.012	0.006	-0.004	0.021	-0.040	0.013	-0.007	-0.014	-0.137	-0.056
V14	-0.027	0.649	-0.082	-0.018	0.012	0.133	-0.043	-0.091	1.000	0.025	-0.126	-0.183	-0.039	0.024	0.086	-0.122	0.094	0.004	0.021	-0.015	0.022	-0.002	-0.097	-0.026	-0.119	0.093	0.020	-0.097	0.055	0.015	-0.039
V15	-0.070	0.009	-0.205	0.037	-0.039	-0.031	-0.058	0.024	0.025	1.000	0.006	-0.026	0.010	-0.062	0.030	0.091	0.052	0.011	0.025	0.021	0.018	-0.018	0.000	0.021	0.052	0.051	-0.035	-0.041	-0.054	-0.020	-0.007
V16	-0.096	0.736	0.003	0.053	-0.071	0.091	-0.116	0.010	-0.126	0.006	1.000	-0.228	0.036	0.006	0.058	0.181	0.075	-0.052	0.041	-0.038	-0.001	0.050	-0.066	-0.007	-0.061	-0.038	-0.005	-0.007	-0.106	0.085	-0.035
V17	0.052	0.822	-0.094	-0.059	-0.135	0.072	-0.205	-0.026	-0.183	-0.026	-0.228	1.000	-0.151	0.042	0.000	-0.025	-0.009	0.016	0.038	0.035	0.000	-0.010	0.051	0.048	-0.042	0.053	-0.131	-0.010	-0.156	0.089	-0.057
V18	0.039	0.713	0.103	-0.039	-0.062	0.074	-0.073	-0.007	-0.039	0.010	0.036	-0.151	1.000	-0.003	0.006	-0.091	0.030	0.064	-0.110	-0.049	-0.006	-0.027	0.013	0.024	-0.056	0.020	0.014	0.040	-0.060	0.056	-0.016
V19	-0.006	0.074	0.009	0.021	0.035	0.002	0.018	-0.011	0.024	-0.062	0.006	0.042	-0.003	1.000	0.004	0.241	0.001	-0.007	-0.096	-0.045	0.017	-0.025	-0.022	-0.041	0.003	-0.007	0.019	0.042	0.005	-0.034	-0.003
V2	-0.510	0.499	0.013	-0.384	-0.203	-0.017	0.052	0.035	0.086	0.030	0.058	0.000	0.006	0.004	1.000	0.047	-0.102	-0.058	-0.087	0.010	-0.077	0.025	0.132	0.133	0.055	0.153	0.349	-0.119	0.438	-0.015	-0.087
V20	0.193	0.059	-0.122	-0.208	-0.084	0.030	0.016	0.107	-0.122	0.091	0.181	-0.025	-0.091	0.241	0.047	1.000	0.111	0.023	-0.203	0.055	0.065	0.036	0.114	0.284	0.103	-0.001	0.051	0.063	0.147	0.018	0.005
V21	0.195	0.152	0.095	-0.065	-0.052	-0.010	0.033	-0.056	0.094	0.052	0.075	-0.009	0.030	0.001	-0.102	0.111	1.000	0.679	-0.253	0.043	0.023	-0.028	-0.032	0.067	-0.052	0.042	-0.034	0.038	-0.019	0.078	-0.078
V22	0.073	0.098	0.129	-0.035	0.045	0.003	-0.015	-0.008	0.004	0.011	-0.052	0.016	0.064	-0.007	-0.058	0.023	0.679	1.000	-0.229	0.022	0.010	-0.035	0.086	-0.038	0.006	-0.004	-0.007	0.041	-0.012	0.024	-0.005
V23	-0.056	0.000	0.157	0.141	0.076	0.028	0.091	0.005	0.021	0.025	0.041	0.038	-0.110	-0.096	-0.087	-0.203	-0.253	-0.229	1.000	0.103	-0.429	0.006	0.053	-0.071	-0.142	-0.004	-0.116	-0.061	-0.194	0.084	0.073
V24	-0.011	0.000	-0.028	-0.008	-0.001	-0.024	0.000	0.013	-0.015	0.021	-0.038	0.035	-0.049	-0.045	0.010	0.055	0.043	0.022	0.103	1.000	0.002	0.004	-0.051	0.035	0.006	-0.023	-0.034	-0.128	-0.020	-0.011	0.005
V25	0.020	0.152	-0.280	0.052	-0.028	0.003	0.002	-0.005	0.022	0.018	-0.001	0.000	-0.006	0.017	-0.077	0.065	0.023	0.010	-0.429	0.002	1.000	-0.059	-0.082	-0.051	0.051	0.068	-0.031	0.009	-0.058	-0.060	-0.004
V26	-0.071	0.000	-0.005	0.013	-0.031	0.012	0.027	0.012	-0.002	-0.018	0.050	-0.010	-0.027	-0.025	0.025	0.036	-0.028	-0.035	0.006	0.004	-0.059	1.000	-0.142	-0.012	-0.016	-0.067	0.020	-0.020	-0.007	0.008	0.021
V27	-0.130	0.149	-0.011	-0.119	-0.018	-0.041	0.026	0.006	-0.097	0.000	-0.066	0.051	0.013	-0.022	0.132	0.114	-0.032	0.086	0.053	-0.051	-0.082	-0.142	1.000	0.454	0.128	-0.047	0.041	0.057	-0.085	0.200	-0.003
V28	0.001	0.014	-0.132	-0.220	-0.118	-0.048	-0.009	-0.004	-0.026	0.021	-0.007	0.048	0.024	-0.041	0.133	0.284	0.067	-0.038	-0.071	0.035	-0.051	-0.012	0.454	1.000	0.166	-0.006	-0.016	0.018	0.051	0.094	-0.104
V3	0.007	0.635	-0.465	-0.398	-0.074	0.043	-0.034	0.021	-0.119	0.052	-0.061	-0.042	-0.056	0.003	0.055	0.103	-0.052	0.006	-0.142	0.006	0.051	-0.016	0.128	0.166	1.000	0.070	-0.228	0.175	-0.096	0.175	-0.029
V4	-0.027	0.464	-0.150	0.101	0.029	0.004	0.139	-0.040	0.093	0.051	-0.038	0.053	0.020	-0.007	0.153	-0.001	0.042	-0.004	-0.004	-0.023	0.068	-0.067	-0.047	-0.006	0.070	1.000	0.025	0.063	0.068	-0.014	0.098
V5	-0.308	0.475	0.224	-0.115	-0.144	0.011	-0.068	0.013	0.020	-0.035	-0.005	-0.131	0.014	0.019	0.349	0.051	-0.034	-0.007	-0.116	-0.034	-0.031	0.020	0.041	-0.016	-0.228	0.025	1.000	-0.005	0.425	-0.066	-0.068
V6	0.195	0.185	-0.121	-0.075	0.065	0.065	0.048	-0.007	-0.097	-0.041	-0.007	-0.010	0.040	0.042	-0.119	0.063	0.038	0.041	-0.061	-0.128	0.009	-0.020	0.057	0.018	0.175	0.063	-0.005	1.000	-0.299	0.435	0.034
V7	-0.031	0.540	0.128	-0.223	-0.195	-0.009	-0.060	-0.014	0.055	-0.054	-0.106	-0.156	-0.060	0.005	0.438	0.147	-0.019	-0.012	-0.194	-0.020	-0.058	-0.007	-0.085	0.051	-0.096	0.068	0.425	-0.299	1.000	-0.410	-0.115
V8	0.011	0.495	-0.103	-0.231	-0.123	0.057	0.119	-0.137	0.015	-0.020	0.085	0.089	0.056	-0.034	-0.015	0.018	0.078	0.024	0.084	-0.011	-0.060	0.008	0.200	0.094	0.175	-0.014	-0.066	0.435	-0.410	1.000	0.010
V9	-0.066	0.617	0.028	0.128	-0.281	-0.027	0.114	-0.056	-0.039	-0.007	-0.035	-0.057	-0.016	-0.003	-0.087	0.005	-0.078	-0.005	0.073	0.005	-0.004	0.021	-0.003	-0.104	-0.029	0.098	-0.068	0.034	-0.115	0.010	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount
0	82450.0	1.314539	0.590643	-0.666593	0.716564	0.301978	-1.125467	0.388881	-0.288390	-0.132137	-0.597739	-0.325347	-0.216435	0.084204	-1.054631	0.967932	0.601226	0.631117	0.295078	-0.136151	-0.058040	-0.170307	-0.429655	-0.141341	-0.200195	0.639491	0.399476	-0.034321	0.031692	0.76
1	50554.0	-0.798672	1.185093	0.904547	0.694584	0.219041	-0.319295	0.495236	0.139269	-0.760214	0.170547	0.821998	0.468322	-0.057550	0.573006	0.358688	-0.011633	-0.504570	0.722750	0.861541	-0.081298	0.202287	0.578699	-0.092245	0.013723	-0.246466	-0.380057	-0.396030	-0.112901	4.18
2	55125.0	-0.391128	-0.245540	1.122074	-1.308725	-0.639891	0.008678	-0.701304	-0.027315	-2.628854	2.051312	0.575866	-0.594037	1.097880	-0.338340	0.617523	-0.756390	0.535141	1.016704	2.133828	0.065716	-0.133485	0.117403	-0.191748	-0.488642	-0.309774	0.008100	0.163716	0.239582	15.00
3	116572.0	-0.060302	1.065093	-0.987421	-0.029567	0.176376	-1.348539	0.775644	0.134843	-0.149734	-1.238598	-0.841133	-0.586472	-0.779620	-0.436671	0.747871	0.266437	0.703234	0.916719	-0.189967	-0.169706	0.355576	0.907570	-0.018454	-0.126269	-0.339923	-0.150285	-0.023634	0.042330	57.00
4	90434.0	1.848433	0.373364	0.269272	3.866438	0.088062	0.970447	-0.721945	0.235983	0.683491	1.166335	1.297531	-1.920966	1.885047	1.323225	-2.044482	1.317655	-0.441076	0.804104	-1.658339	-0.282777	0.103563	0.620954	0.197077	0.692392	-0.206530	-0.021328	-0.019823	-0.042682	0.00
5	39411.0	1.321979	-0.575195	0.395503	-0.551813	-1.172345	-1.036152	-0.417696	-0.228770	-0.819610	0.664583	-0.508754	-0.234832	0.160394	0.126383	0.994192	-1.163023	-0.064971	0.886026	-0.768041	-0.410389	-0.468705	-0.977936	0.113435	0.396269	0.077504	0.901030	-0.063011	0.017133	43.89
6	100409.0	-0.342387	-0.196129	1.201254	-1.327419	-0.741833	-0.570306	-0.574235	-0.228333	0.958407	0.249669	0.178577	-3.338908	2.052730	0.782320	0.078996	1.394804	0.590053	-0.560052	0.258708	-0.165678	0.286212	1.048439	0.128623	-0.054182	-1.689067	-0.481259	-0.063310	0.324558	49.83
7	31054.0	1.459008	-1.144243	0.673748	-1.305257	-1.850589	-0.944949	-1.130357	-0.113864	-1.557238	1.439962	-0.633875	-1.490332	-0.687534	-0.132359	0.890525	-0.129225	0.496687	0.069236	-0.238819	-0.357991	-0.369531	-0.821023	0.174704	0.294865	0.081690	-0.408069	0.031007	0.030960	35.00
8	111675.0	-1.210476	-1.186077	1.115949	-0.202103	0.234418	-1.014537	0.338385	0.080021	0.533068	-0.973966	-1.116695	-0.405257	-0.846177	0.166103	0.747669	0.459407	-0.718980	0.280404	-0.406154	0.537182	0.089917	-0.479130	0.692104	-0.132880	-0.075115	-0.610495	-0.090292	0.029432	219.00
9	18895.0	1.245337	-0.273576	0.683713	-0.766523	-0.472246	0.190399	-0.682182	0.020846	3.017579	-1.525662	0.140250	-1.459140	2.661747	1.080698	0.745963	-0.562579	0.508369	0.172654	0.300443	-0.092208	-0.172927	0.059887	-0.119483	-0.790592	0.543437	-0.647130	0.086450	0.020732	11.85

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount	Class
9990	41194.0	-7.896886	5.381020	-8.451162	7.963928	-7.862419	-2.376820	-11.949723	5.051356	-6.912076	-11.589748	6.645201	-13.542096	0.888248	-12.623316	1.002755	-12.432279	-23.241597	-8.495299	3.453943	0.645974	2.557944	0.926278	0.032795	0.638073	0.361887	0.444577	1.101923	0.205958	1.52	1
9991	155662.0	-1.928613	4.601506	-7.124053	5.716088	1.026579	-3.189073	-2.261897	1.185096	-4.441942	-6.646154	3.827868	-6.518649	0.251137	-12.456706	-0.649166	-1.283145	-2.718560	-0.085466	-2.097385	0.328796	0.602291	-0.541287	-0.354639	-0.701492	-0.030973	0.034070	0.573393	0.294686	0.77	1
9992	101597.0	0.913116	1.145381	-4.602878	2.091803	-0.473224	-2.085436	-1.671244	0.094397	0.337799	-4.431810	4.871980	-5.395221	1.332502	-4.603797	-0.777314	-2.571892	-3.003615	-0.225441	0.252274	0.508985	0.401416	-0.084933	-0.197684	-0.283271	0.387597	-0.553527	0.516274	0.270828	147.87	1
9993	7610.0	0.725646	2.300894	-5.329976	4.007683	-1.730411	-1.732193	-3.968593	1.063728	-0.486097	-4.624985	5.588724	-7.148243	1.680451	-6.210258	0.495282	-3.599540	-4.830324	-0.649090	2.250123	0.504646	0.589669	0.109541	0.601045	-0.364700	-1.843078	0.351909	0.594550	0.099372	1.00	1
9994	85285.0	-6.713407	3.921104	-9.746678	5.148263	-5.151563	-2.099389	-5.937767	3.578780	-4.684952	-8.537758	6.348979	-8.681609	0.251179	-11.608002	-0.351569	-5.363566	-11.939092	-3.583603	0.897402	0.135711	0.954272	-0.451086	0.127214	-0.339450	0.394096	1.075295	1.649906	-0.394905	252.92	1
9995	28726.0	-29.876366	16.434525	-30.558697	6.505862	-21.665654	-4.940356	-20.081391	19.587773	-3.591491	-7.800598	3.947840	-5.487911	1.369940	-4.829552	-0.134412	-5.121162	-11.118190	-4.659956	0.608930	1.724779	1.812954	-2.232252	-1.412803	0.178731	2.156042	-0.209385	1.255649	0.364530	99.99	1
9996	41413.0	-15.140450	7.378042	-16.356367	9.194935	-13.466163	-2.958431	-16.165539	10.075254	-7.901821	-13.009403	4.828235	-11.058401	1.998126	-8.592047	0.540385	-10.615745	-21.017898	-8.397393	3.183559	-1.691482	3.147428	0.341678	-1.150162	0.795190	-0.194542	0.145964	-2.458680	-1.189888	106.55	1
9997	150139.0	-6.682832	-2.714268	-5.774530	1.449792	-0.661836	-1.148650	0.849686	0.433427	-1.315646	-2.796332	-0.448794	-2.562602	0.243483	-1.181669	0.004373	-2.302596	-4.446192	-1.710463	0.982729	-1.928527	0.220526	1.187013	0.335821	0.215683	0.803110	0.044033	-0.054988	0.082337	237.26	1
9998	27187.0	-24.590245	14.044567	-26.278701	6.320089	-18.224513	-4.609968	-17.681003	16.213627	-3.794093	-8.372753	4.901683	-6.872839	0.769777	-6.826584	-0.054434	-6.084953	-12.375271	-4.810345	0.936742	1.649202	1.777063	-1.804874	-1.140605	0.152234	1.715997	-0.220471	1.434951	0.422492	99.99	1
9999	35585.0	-2.019001	1.491270	0.005222	0.817253	0.973252	-0.639268	-0.974073	-3.146929	-0.003159	-0.121653	0.024370	-1.073812	-2.002769	-0.895434	1.748936	-0.103527	2.031196	0.317598	0.386761	-1.029965	2.839596	-1.185443	-0.142812	-0.086103	-0.329113	0.523601	0.626283	0.152440	0.76	1

Duplicate rows

Most frequently occurring

	Time	V1	V2	V3	V4	V5	V6	V7	V8	V9	V10	V11	V12	V13	V14	V15	V16	V17	V18	V19	V20	V21	V22	V23	V24	V25	V26	V27	V28	Amount	Class	# duplicates
0	85559.0	-2.647136	-0.195695	1.948912	3.3352	-0.167537	0.783678	-0.602756	0.647473	-0.769401	0.810817	0.38327	0.991192	0.828248	-0.318895	-0.715945	0.00621	0.158587	0.440653	1.662134	0.076978	-0.102669	-0.181135	-0.626975	0.085283	-0.052119	0.082113	-0.840811	-0.431696	52.41	0	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring